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That is called a hallucination.

Yes, like the Jacobian counterexample.

That LLM was attached to a Python and MATLAB evaluator. It generated plausible things to feed into a real computer.

Weird take as a lot of things humans invent and test are done in similar ways.

Only if it's incorrect.